{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (285113441)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TnYGGhoawZ88e7Nu3D8lkki0uRUh8II3Us0lUaDRNy9qWceTIEWzcuPGk7usP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\n1U/2p/MFNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fe7c990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + geom_line() + stat_smooth(method='loess')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
